English

A scaling hypothesis for matrix product states

Statistical Mechanics 2019-12-25 v1 High Energy Physics - Lattice High Energy Physics - Theory Quantum Physics

Abstract

We revisit the question of describing critical spin systems and field theories using matrix product states, and formulate a scaling hypothesis in terms of operators, eigenvalues of the transfer matrix, and lattice spacing in the case of field theories. Critical exponents and central charge are determined by optimizing the exponents such as to obtain a data collapse. We benchmark this method by studying critical Ising and Potts models, where we also obtain a scaling ansatz for the correlation length and entanglement entropy. The formulation of those scaling functions turns out to be crucial for studying critical quantum field theories on the lattice. For the case of λϕ4\lambda\phi^4 with mass μ2\mu^2 and lattice spacing aa, we demonstrate a double data collapse for the correlation length δξ(μ,λ,D)=ξ~((ααc)(δ/a)1/ν) \delta \xi(\mu,\lambda,D)=\tilde{\xi} \left((\alpha-\alpha_c)(\delta/a)^{-1/\nu}\right) with DD the bond dimension, δ\delta the gap between eigenvalues of the transfer matrix, and αc=μR2/λ\alpha_c=\mu_R^2/\lambda the parameter which fixes the critical quantum field theory.

Keywords

Cite

@article{arxiv.1907.08603,
  title  = {A scaling hypothesis for matrix product states},
  author = {Bram Vanhecke and Jutho Haegeman and Karel Van Acoleyen and Laurens Vanderstraeten and Frank Verstraete},
  journal= {arXiv preprint arXiv:1907.08603},
  year   = {2019}
}
R2 v1 2026-06-23T10:25:28.974Z